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- Guinea Pig (253 revisions)
- Syllabus for Machine Learning 10-601 in Fall 2014 (177 revisions)
- Syllabus for Machine Learning 10-601 in Fall 2013 (141 revisions)
- Syllabus for Machine Learning with Large Datasets 10-605 in Spring 2015 (136 revisions)
- Structured Prediction 10-710 in Fall 2011 (135 revisions)
- Syllabus for Analysis of Social Media 10-802 in Spring 2011 (131 revisions)
- Syllabus for Machine Learning 10-601B in Spring 2016 (130 revisions)
- DeNero et al, EMNLP 2008 (112 revisions)
- Machine Learning 10-601 in Fall 2014 (108 revisions)
- Margin Infused Relaxed Algorithm (108 revisions)
- Syllabus for Machine Learning with Large Datasets 10-605 in Spring 2012 (99 revisions)
- Models of metaphor in NLP (93 revisions)
- ToWikify (93 revisions)
- M. E. J. Newman PNAS 2006 (93 revisions)
- Syllabus for Machine Learning with Large Datasets 10-605 in Spring 2014 (92 revisions)
- Eisenstein et al ACL 2011. Discovering Sociolinguistic Associations with Structured Sparsity (91 revisions)
- Syllabus for Analysis of Social Media 10-802 in Fall 2012 (87 revisions)
- Stylistic Structure in Historic Legal Text (86 revisions)
- Vogal et al, COLING 1996 (85 revisions)
- Watanabe et al., EMNLP 2007. Online Large-Margin Training for Statistical Machine Translation (84 revisions)
- Machine Learning 10-601 in Spring 2016 (83 revisions)
- Newman, PNAS, 2001. (82 revisions)
- Syllabus for Machine Learning with Large Datasets 10-605 in Fall 2015 (80 revisions)
- Machine Learning 10-601 in Fall 2013 (79 revisions)
- Forward-Backward (78 revisions)
- Syllabus for Machine Learning with Large Datasets 10-605 in Fall 2016 (76 revisions)
- Chiang 2005 (73 revisions)
- Social Media Analysis 10-802 in Fall 2012 (71 revisions)
- Lehnen et al., ICASSP 2011. Incorporating Alignments into Conditional Random Fields for Grapheme to Phoneme Conversion (71 revisions)
- New objective functions for social collaborative filtering (67 revisions)
- Machine Learning with Large Datasets 10-605 in Spring 2015 (66 revisions)
- Extracting Opinion Expressions with semi-Markov Conditional Random Fields (65 revisions)
- Structured Prediction Cascades (64 revisions)
- Machine Learning with Large Datasets 10-605 in Fall 2017 (63 revisions)
- Syllabus for Machine Learning with Large Datasets 10-605 in Spring 2013 (63 revisions)
- Machine Learning with Large Datasets 10-605 in Fall 2016 (63 revisions)
- Belief Propagation (62 revisions)
- List of project proposals for 10-802 in Fall 2012 (61 revisions)
- Y. Borghol et al. Performance Evaluation 68 2011 (61 revisions)
- Xufei Wang, ICDM, 2010 (60 revisions)
- Chun-Nam John Yu, Hofmann , Learning structural SVMs with latent variables 2009 (59 revisions)
- Topic Model Approach to Authority Identification (54 revisions)
- Bansal et al, ACL 2011 (53 revisions)
- Das Sarma et. al., Dynamic Relationship and Event Discovery, WSDM 2011 (53 revisions)
- Reisinger et al 2010: Spherical Topic Models (52 revisions)
- Analyzing User Tweets around foursquare checkins (52 revisions)
- Leskovec et al., WWW 2010 (52 revisions)
- Hopkins and May, EMNLP 2011. Tuning as Ranking (51 revisions)
- Globerson et al. ICML 2007. Exponentiated Gradient Algorithms for Log Linear Structured Prediction (51 revisions)
- Tom Broxton el al., Catching a viral video, J Intell Inf Syst 2011 (51 revisions)
- Tackstrom and McDonald, ECIR 2011. Discovering fine-grained sentiment with latent variable structured prediction models (50 revisions)
- Machine Learning with Large Datasets 10-605 in Spring 2014 (50 revisions)
- Roth and Yih, ICML 2005. Integer Linear Programming Inference for Conditional Random Fields (50 revisions)
- Syllabus for Structured Prediction 10-710 in Fall 2011 (48 revisions)
- Ravi and Knight, ACL 2011 (48 revisions)
- Miray Dongyang Niting project proposal (46 revisions)
- Lin et al KDD 2010 (46 revisions)
- Bartlett et al., ACL-HLT 2008. Automatic Syllabification with Structured SVMs for Letter-to-Phoneme Conversion (45 revisions)
- Controversial events detection (45 revisions)
- Main Page (44 revisions)
- Florencia Reali and Thomas L. Griffiths, Words as alleles: connecting language evolution with Bayesian learners to models of genetic drift, Proceedings of The Royal Society of London. Series B, Biological Sciences 2010 (44 revisions)
- Wu and Weld WWW 2008 (43 revisions)
- Machine Learning with Large Datasets 10-405 in Spring 2018 (43 revisions)
- Analysis of Twitter user's location behaviors (43 revisions)
- Contrastive Estimation (43 revisions)
- Posterior Regularization for Expectation Maximization (43 revisions)
- Jurgens and Lu ICWSM 2012 (43 revisions)
- Domain-Assisted Product Aspect Hierarchy Generation: Towards Hierarchical Organization of Unstructured Consumer Reviews (43 revisions)
- Machine Learning with Large Datasets 10-605 in Fall 2015 (41 revisions)
- Ritter et al, EMNLP 2011. Named Entity Recognition in Tweets: An Experimental Study (40 revisions)
- Integer Linear Programming (40 revisions)
- Wikipedia Infobox Generator Using Cross Lingual Unstructured Text (40 revisions)
- Syllabus for Information Extraction 10-707 in Fall 2010 (39 revisions)
- Smith and Eisner 2008:Dependency parsing by belief propagation (39 revisions)
- Chambers and Jurafsky, Jointly combining implicit constraints improves temporal ordering, EMNLP 2008 (39 revisions)
- M. Kim and J. Leskovec. ICML'12 (39 revisions)
- Proposal 2nd Draft Nitin Yandong Ming Yanbo (39 revisions)
- Yoshikawa 2009 jointly identifying temporal relations with markov logic (38 revisions)
- The viability of web-derived Polarity Lexicons (38 revisions)
- OConnor et. al., ICWSM 2010 (37 revisions)
- Koo and Collins ACL 2010 (37 revisions)
- Wu et al KDD 2008 (36 revisions)
- Syllabus for Machine Learning with Large Datasets 10-605 in Fall 2017 (36 revisions)
- Paper-review assignments for this class (36 revisions)
- Stoyanov et al 2011: Empirical Risk Minimization of Graphical Model Parameters Given Approximate Inference, Decoding, and Model Structure (36 revisions)
- Project 2nd draft Derry Reyyan (36 revisions)
- Entropy Gradient for Semi-Supervised Conditional Random Fields (35 revisions)
- Park et al CSCW 2011. The Politics of Comments: Predicting Political Orientation of News Stories with Commenters’ Sentiment Patterns (35 revisions)
- MRS Guinea Pig (35 revisions)
- Inside Outside algorithm (34 revisions)
- Blog summarization: CIKM 2007 (34 revisions)
- Lin and Wu. 2009. Phrase Clustering for Discriminative Learning. (33 revisions)
- Semantic Role Labeling with CRFs (33 revisions)
- Eisenstein et al 2011: Sparse Additive Generative Models of Text (33 revisions)
- Modeling Spread of Disease from Social Interaction (33 revisions)
- Lau et al HLT 1993 (33 revisions)
- Birch et al, StatMT 2006 (32 revisions)
- Project - Second Draft Proposal - Yuzhou (32 revisions)
- Brin 1998 Extracting Patterns and Relations from the World Wide Web (32 revisions)
- Girvan et al PNAS 2002 (32 revisions)
- Unsupervised Modeling of Dialog Acts in Asynchronous Conversation (32 revisions)
- David M. Blei and Pedro J. Moreno, Topic Segmentation with an Aspect Hidden Markov Model, SIGIR 2001 (31 revisions)
- Smith and Eisner 2005:Contrastive Estimation: Training Log-Linear Models on Unlabeled Data (31 revisions)
- Denis and Muller, Predicting Globally-Coherent Temporal Structures from Texts via Endpoint Inference and Graph Decomposition, IJCAI 2011 (31 revisions)
- Mark my words! (31 revisions)
- What VS What? Detect Controversial Topics in Online Community (31 revisions)
- Bamman et. al., FIRST MONDAY 2012 (30 revisions)
- Catching and Forecasting Popular Videos on Youtube (30 revisions)
- Bikel et al MLJ 1999 (29 revisions)
- Finkel and Manning, EMNLP 2009. Nested Named Entity Recognition (29 revisions)
- Comparative Study of Discriminative Models in SMT (29 revisions)
- Class meeting for 10-605 LDA (29 revisions)
- Projects for Machine Learning with Large Datasets 10-605 in Spring 2012 (29 revisions)
- SentiWordNet: A Publicly Available Lexical Resource for Opinion Mining (29 revisions)
- Syllabus for Machine Learning with Large Datasets 10-405 in Spring 2018 (29 revisions)
- Comparing Unsupervised Learning of Narrative Event Chains and Mining the web for fine-grained semantic verb relations (29 revisions)
- Dynamic Social Network Analysis using Latent Space Models (29 revisions)
- Chklovski and Pantel (2004) Verbocean:Mining the web for fine-grained semantic verb relations (29 revisions)
- Wiki writeup assignments for 10-710 in Fall 2011 (28 revisions)
- A Latent Variable Model for Geographic Lexical Variation (28 revisions)
- Machine Learning with Large Datasets 10-605 (28 revisions)
- E.A. Leicht, Structure of Time Evo citation networks 2007 (28 revisions)
- Class meeting for 10-605 Phrases with Stream and Sort (28 revisions)
- DmitryDavidov et al. CoNLL (28 revisions)
- Weng et al WSDM 10 (27 revisions)
- M. Hurst and K. Nigam. Retrieving topical sentiments from online document collection. (27 revisions)
- Castillo 2011 (27 revisions)
- Entropy Minimization for Semi-supervised Learning (27 revisions)
- Project Ideas - Derry, Reyyan (27 revisions)
- Reyyan project abstract (26 revisions)
- HMM (26 revisions)
- Class meeting for 10-605 Randomized Algorithms (26 revisions)
- Restaurant Recommendations Based On Review Content (26 revisions)
- Anderson et al KDD2012 (26 revisions)
- Cucerzan and Yarowsky, SIGDAT 1999 (26 revisions)
- Mrinmaya et. al. WWW'12 (26 revisions)
- BinLu et al. ACL2011 (25 revisions)
- Class meeting for 10-605 Deep Learning (25 revisions)
- Empirical Risk Minimization (25 revisions)
- Steve Hanneke and Eric Xing, Discrete Temporal Models of Social Networks (25 revisions)
- Hyejuj project abstract (25 revisions)
- Ulrik et al Nw Analysis of Collaboration Structure in Wikipedia (25 revisions)
- Fader et al EMNLP 2011 (25 revisions)
- Berg-Kirkpatrick et al, ACL 2010: Painless Unsupervised Learning with Features (25 revisions)
- A Clustering Approach for the Nearly Unsupervised Recognition of Nonliteral Language, EACL-2006 (25 revisions)
- Taskar et al. 2004. Max-margin Parsing (24 revisions)
- Konstas et al. SIGIR 2009 (24 revisions)
- Miller et al ICWSM 2011 (24 revisions)
- Ling, X. and Weld, D. Temporal Information Extraction. AAAI-10 (24 revisions)
- Class meeting for 10-605 Parallel Perceptrons 1 (24 revisions)
- Sun et. al., ICDM 2005 (24 revisions)
- Ideas for course projects for 10-605 (24 revisions)
- 10-601 Naive Bayes (24 revisions)
- An End-to-End Discriminative Approach to Machine Translation (24 revisions)
- Bo Pang Sujith Ravi 2012 Revisiting the Predictability of Language: Response Completion in Social Media (24 revisions)
- Garera 2009 Structural, Transitive and Latent Models for Biographic Fact Extraction (24 revisions)
- Inferring Social Ties From Geographic Coincidences (24 revisions)
- Cohen and Carvalho, 2005 (23 revisions)
- Class meeting for 10-605 Scalable PageRank (23 revisions)
- Supervised Random Walk (23 revisions)
- CYK Parsing (23 revisions)
- 10-601 Introduction to Probability (23 revisions)
- Link-PLSA-LDA: A new unsupervised model for topics and influence of blogs (23 revisions)
- Class meeting for 10-605 SSL on Graphs (23 revisions)
- Attribute Extraction (23 revisions)
- Jure kdd09 (23 revisions)
- Project Draft 1 - diliu, dperciva (23 revisions)
- Eisner algorithm (22 revisions)
- Headden et al. NAACL 09 (22 revisions)
- GHC Hadoop cluster information (22 revisions)
- Melia et al AISTATS 2001 (22 revisions)
- Marcus and Wong, EMNLP 2002 (22 revisions)
- Bellare 2009 generalized expectation criteria for bootstrapping extractors using record text alignment (22 revisions)
- Predicting web searcher satisfaction with existing community-based answers (22 revisions)
- Yano et al NAACL 2009 (22 revisions)
- Active Learning in Link Prediction for social networks (22 revisions)
- Link propagation: A fast semi-supervised learning algorithm for link prediction (22 revisions)
- Word Alignments using an HMM-based model (22 revisions)
- Machine Learning with Large Datasets 10-605 in Spring 2012 (21 revisions)
- 10-601 Clustering (21 revisions)
- Gimpel and Smith, NAACL 2010 (21 revisions)
- Sha 2003 Shallow Parsing with Conditional Random Fields (21 revisions)
- Identifying influential bloggers: WSDM 2008 (21 revisions)
- Class meeting for 10-605 Workflows For Hadoop (21 revisions)
- Dan Cosley, AAAI, 2010 (21 revisions)
- Semantic Role Labeling as Sequential Tagging (21 revisions)
- Compare Yano et al NAACL 2009 Link PLSA LDA (21 revisions)
- Pasca, WWW 2007 (21 revisions)
- Part of Speech Tagging (21 revisions)
- Link Prediction in Relational Data (21 revisions)
- 10-601 Logistic Regression (20 revisions)
- Class meeting for 10-605 in Fall 2016 Probability Review (20 revisions)
- Hall emnlp2008 (20 revisions)
- Class meeting for 10-605 in Fall 2016 Hadoop Overview (20 revisions)
- Influentials, Networks, and Public Opinion Formation (20 revisions)
- List of First-Draft Project Proposals for 10-802 in Spring 2011 (20 revisions)
- Measuring User Influence in Twitter: The Million Follower Fallacy (19 revisions)
- Pak 2010 Twitter as a Corpus for Sentiment Analysis and Opinion Mining (19 revisions)
- Machine Translation (19 revisions)
- Banko 2007 Open Information Extraction from the Web (19 revisions)
- Expectation Maximization (19 revisions)
- Hassan & Radev ACL 2010 (19 revisions)
- Project Brainstorming for 10-710 in Fall 2011 (19 revisions)
- Zhou et al ACM symposium on Applied Computing 2006 (19 revisions)
- J. Artiles et al. EMNLP 2009 (19 revisions)
- Learning Domain-Specific Information Extraction Patterns from the Web (19 revisions)
- Lacoste-Julien et al, NAACL 2006 (19 revisions)
- Social Media Analysis 10-802 in Spring 2011 (19 revisions)
- Yang et. al., SIGKDD 2012 (19 revisions)
- GeneralizedIterativeScaling (18 revisions)
- Yang et al Modeling Information Diffusion in Implicit Networks (18 revisions)
- Semantic Role Labeling (18 revisions)
- Class meeting for 10-605 Parallel Perceptrons (18 revisions)
- Corporate Elite Networks and Governance Changes in the 1980s (18 revisions)
- Comparison Das et al WSDM 2011 and Zhao et al AAAI 2007 (18 revisions)
- Roja Bandari et. al. ICWSM 2012 (18 revisions)
- Sparse Additive Generative Models of Text (18 revisions)
- Visualization of Social Net (18 revisions)
- Turney,2002 (18 revisions)
- Daume and Marcu 2005 Learning as Search Optimization: Approximate Large Margin Methods for Structured Prediction (18 revisions)
- A Discriminative Latent Variable Model for SMT (18 revisions)
- Cohen 2003 a comparison of string distance metrics for name matching tasks (18 revisions)
- Tsur et al ICWSM 10 (18 revisions)
- Class Meeting for 10-707 9/8/2010 (18 revisions)
- D. Lange et al., CIKM 2010 (18 revisions)
- Davidov et al COLING 10 (18 revisions)
- 10-601 Matrix Factorization (18 revisions)
- Alternating Minimization (17 revisions)
- Blei et al, 2002 (17 revisions)
- Mayfield et al, CoNLL 2003 (17 revisions)
- 10-601 Linear Regression (17 revisions)
- Text summarization (17 revisions)
- Liben-Nowell Kleinberg J. Am.Soc.Inf.Sci.2007 (17 revisions)
- Expectation Regularization (17 revisions)
- Class meeting for 10-605 SGD and Hash Kernels (17 revisions)
- Daume et al, 2006 (17 revisions)
- Esuli and Sebastiani ACT2007 (17 revisions)
- Pal et al CIKM 2010 (17 revisions)
- Soft Supervised Text Classification (17 revisions)
- Higher Order Review Rating Sentiment Analysis (17 revisions)
- Latent semantic indexing (17 revisions)
- Metaphor Detection in Different Topics (17 revisions)
- Law et al., ECML 2010 (17 revisions)
- Markov Logic Networks (16 revisions)
- Gibbs sampling (16 revisions)
- Turney, ACL 2002 (16 revisions)
- 10-601 PAC (16 revisions)
- Compare Measuring User Influence in Twitter and Influentials, Networks, and Public Opinion Formation (16 revisions)
- PCFGs (16 revisions)
- Li et al IJCAI 11 (16 revisions)